Weak-to-Strong Generalization beyond Accuracy: a Pilot Study in Safety, Toxicity, and Legal Reasoning

16 October 2024

Papers citing "Weak-to-Strong Generalization beyond Accuracy: a Pilot Study in Safety, Toxicity, and Legal Reasoning"

30 / 30 papers shown

Title
How to Mitigate Overfitting in Weak-to-strong Generalization? Junhao Shi Qinyuan Cheng Zhaoye Fei Y. Zheng Qipeng Guo Xipeng Qiu 91 0 0 06 Mar 2025
The Capabilities and Limitations of Weak-to-Strong Generalization: Generalization and Calibration Wei Yao Wenkai Yang Ziyi Wang Yankai Lin Yong Liu Yong Liu ELM 211 3 0 03 Feb 2025
Improving Weak-to-Strong Generalization with Reliability-Aware Alignment Yue Guo Yi Yang 59 9 0 27 Jun 2024
Theoretical Analysis of Weak-to-Strong Generalization Hunter Lang David Sontag Aravindan Vijayaraghavan 105 26 0 25 May 2024
Easy-to-Hard Generalization: Scalable Alignment Beyond Human Supervision Zhiqing Sun Longhui Yu Yikang Shen Weiyang Liu Yiming Yang Sean Welleck Chuang Gan 70 68 0 14 Mar 2024
LEVI: Generalizable Fine-tuning via Layer-wise Ensemble of Different Views Yuji Roh Qingyun Liu Huan Gui Zhe Yuan Yujin Tang ... Liang Liu Shuchao Bi Lichan Hong Ed H. Chi Zhe Zhao 102 2 0 07 Feb 2024
Vision Superalignment: Weak-to-Strong Generalization for Vision Foundation Models Jianyuan Guo Hanting Chen Chengcheng Wang Kai Han Chang Xu Yunhe Wang VLM 47 22 0 06 Feb 2024
Improving Weak-to-Strong Generalization with Scalable Oversight and Ensemble Learning Jitao Sang Yuhang Wang Jing Zhang Yanxu Zhu Chao Kong Junhong Ye Shuyu Wei Jinlin Xiao 78 10 0 01 Feb 2024
Superfiltering: Weak-to-Strong Data Filtering for Fast Instruction-Tuning Ming Li Yong Zhang Shwai He Zhitao Li Hongyu Zhao Jianzong Wang Ning Cheng Dinesh Manocha 74 74 0 01 Feb 2024
Secrets of RLHF in Large Language Models Part II: Reward Modeling Bing Wang Rui Zheng Luyao Chen Yan Liu Shihan Dou ... Qi Zhang Xipeng Qiu Xuanjing Huang Zuxuan Wu Yuanyuan Jiang ALM 88 107 0 11 Jan 2024
Weak-to-Strong Generalization: Eliciting Strong Capabilities With Weak Supervision Collin Burns Pavel Izmailov Jan Hendrik Kirchner Bowen Baker Leo Gao ... Adrien Ecoffet Manas Joglekar Jan Leike Ilya Sutskever Jeff Wu ELM 81 289 0 14 Dec 2023
FFT: Towards Harmlessness Evaluation and Analysis for LLMs with Factuality, Fairness, Toxicity Shiyao Cui Zhenyu Zhang Yilong Chen Wenyuan Zhang Tianyun Liu Siqi Wang Tingwen Liu 62 15 0 30 Nov 2023
Successfully Applying Lottery Ticket Hypothesis to Diffusion Model Chao Jiang Bo Hui Bohan Liu Da Yan DiffM 56 14 0 28 Oct 2023
Large Language Model Alignment: A Survey Tianhao Shen Renren Jin Yufei Huang Chuang Liu Weilong Dong Zishan Guo Xinwei Wu Yan Liu Deyi Xiong LM&MA 54 198 0 26 Sep 2023
Certifying LLM Safety against Adversarial Prompting Aounon Kumar Chirag Agarwal Suraj Srinivas Aaron Jiaxun Li Soheil Feizi Himabindu Lakkaraju AAML 74 191 0 06 Sep 2023
LegalBench: A Collaboratively Built Benchmark for Measuring Legal Reasoning in Large Language Models Neel Guha Julian Nyarko Daniel E. Ho Christopher Ré Adam Chilton ... Spencer Williams Sunny G. Gandhi Tomer Zur Varun J. Iyer Zehua Li AILaw LRM ELM 54 169 0 20 Aug 2023
Universal and Transferable Adversarial Attacks on Aligned Language Models Andy Zou Zifan Wang Nicholas Carlini Milad Nasr J. Zico Kolter Matt Fredrikson 287 1,449 0 27 Jul 2023
Evaluating Superhuman Models with Consistency Checks Lukas Fluri Daniel Paleka Florian Tramèr ELM 82 44 0 16 Jun 2023
A Study on Knowledge Distillation from Weak Teacher for Scaling Up Pre-trained Language Models Hayeon Lee Rui Hou Jongpil Kim Davis Liang Sung Ju Hwang Alexander Min 38 7 0 26 May 2023
OpenAssistant Conversations -- Democratizing Large Language Model Alignment Andreas Kopf Yannic Kilcher Dimitri von Rutte Sotiris Anagnostidis Zhi Rui Tam ... Arnav Dantuluri Andrew Maguire Christoph Schuhmann Huu Nguyen A. Mattick ALM LM&MA 114 628 0 14 Apr 2023
Do the Rewards Justify the Means? Measuring Trade-Offs Between Rewards and Ethical Behavior in the MACHIAVELLI Benchmark Alexander Pan Chan Jun Shern Andy Zou Nathaniel Li Steven Basart Thomas Woodside Jonathan Ng Hanlin Zhang Scott Emmons Dan Hendrycks 54 132 0 06 Apr 2023
On Second Thought, Let's Not Think Step by Step! Bias and Toxicity in Zero-Shot Reasoning Omar Shaikh Hongxin Zhang William B. Held Michael S. Bernstein Diyi Yang ReLM LRM 95 196 0 15 Dec 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 780 12,893 0 04 Mar 2022
SaFeRDialogues: Taking Feedback Gracefully after Conversational Safety Failures Megan Ung Jing Xu Y-Lan Boureau 56 47 0 14 Oct 2021
Denoising Diffusion Implicit Models Jiaming Song Chenlin Meng Stefano Ermon VLM DiffM 216 7,350 0 06 Oct 2020
RealToxicityPrompts: Evaluating Neural Toxic Degeneration in Language Models Samuel Gehman Suchin Gururangan Maarten Sap Yejin Choi Noah A. Smith 133 1,194 0 24 Sep 2020
Constrained Labeling for Weakly Supervised Learning Chidubem Arachie Bert Huang 72 17 0 15 Sep 2020
Denoising Diffusion Probabilistic Models Jonathan Ho Ajay Jain Pieter Abbeel DiffM 535 18,008 0 19 Jun 2020
Aligning Superhuman AI with Human Behavior: Chess as a Model System Reid McIlroy-Young S. Sen Jon M. Kleinberg Ashton Anderson GNN 112 102 0 02 Jun 2020
Deceiving Google's Perspective API Built for Detecting Toxic Comments Hossein Hosseini Sreeram Kannan Baosen Zhang Radha Poovendran AAML 60 328 0 27 Feb 2017